package com.twitter.frigate.pushservice.ml

import com.twitter.frigate.common.base._
import com.twitter.frigate.common.ml.feature.TweetSocialProofKey
import com.twitter.frigate.pushservice.model.PushTypes.PushCandidate
import com.twitter.frigate.pushservice.model.PushTypes.Target
import com.twitter.frigate.pushservice.params.PushFeatureSwitchParams
import com.twitter.frigate.pushservice.predicate.quality_model_predicate.PDauCohortUtil
import com.twitter.nrel.hydration.base.FeatureInput
import com.twitter.nrel.hydration.push.HydrationContext
import com.twitter.nrel.hydration.frigate.{FeatureInputs => FI}
import com.twitter.util.Future

object HydrationContextBuilder {

  private def getRecUserInputs(
    pushCandidate: PushCandidate
  ): Set[FI.RecUser] = {
    pushCandidate match {
      case userCandidate: UserCandidate =>
        Set(FI.RecUser(userCandidate.userId))
      case _ => Set.empty
    }
  }

  private def getRecTweetInputs(
    pushCandidate: PushCandidate
  ): Set[FI.RecTweet] =
    pushCandidate match {
      case tweetCandidateWithAuthor: TweetCandidate with TweetAuthor with TweetAuthorDetails =>
        val authorIdOpt = tweetCandidateWithAuthor.authorId
        Set(FI.RecTweet(tweetCandidateWithAuthor.tweetId, authorIdOpt))
      case _ => Set.empty
    }

  private def getMediaInputs(
    pushCandidate: PushCandidate
  ): Set[FI.Media] =
    pushCandidate match {
      case tweetCandidateWithMedia: TweetCandidate with TweetDetails =>
        tweetCandidateWithMedia.mediaKeys
          .map { mk =>
            Set(FI.Media(mk))
          }.getOrElse(Set.empty)
      case _ => Set.empty
    }

  private def getEventInputs(
    pushCandidate: PushCandidate
  ): Set[FI.Event] = pushCandidate match {
    case mrEventCandidate: EventCandidate =>
      Set(FI.Event(mrEventCandidate.eventId))
    case mfEventCandidate: MagicFanoutEventCandidate =>
      Set(FI.Event(mfEventCandidate.eventId))
    case _ => Set.empty
  }

  private def getTopicInputs(
    pushCandidate: PushCandidate
  ): Set[FI.Topic] =
    pushCandidate match {
      case mrTopicCandidate: TopicCandidate =>
        mrTopicCandidate.semanticCoreEntityId match {
          case Some(topicId) => Set(FI.Topic(topicId))
          case _ => Set.empty
        }
      case _ => Set.empty
    }

  private def getTweetSocialProofKey(
    pushCandidate: PushCandidate
  ): Future[Set[FI.SocialProofKey]] = {
    pushCandidate match {
      case candidate: TweetCandidate with SocialContextActions =>
        val target = pushCandidate.target
        target.seedsWithWeight.map { seedsWithWeightOpt =>
          Set(
            FI.SocialProofKey(
              TweetSocialProofKey(
                seedsWithWeightOpt.getOrElse(Map.empty),
                candidate.socialContextAllTypeActions
              ))
          )
        }
      case _ => Future.value(Set.empty)
    }
  }

  private def getSocialContextInputs(
    pushCandidate: PushCandidate
  ): Future[Set[FeatureInput]] =
    pushCandidate match {
      case candidateWithSC: Candidate with SocialContextActions =>
        val tweetSocialProofKeyFut = getTweetSocialProofKey(pushCandidate)
        tweetSocialProofKeyFut.map { tweetSocialProofKeyOpt =>
          val socialContextUsers = FI.SocialContextUsers(candidateWithSC.socialContextUserIds.toSet)
          val socialContextActions =
            FI.SocialContextActions(candidateWithSC.socialContextAllTypeActions)
          val socialProofKeyOpt = tweetSocialProofKeyOpt
          Set(Set(socialContextUsers), Set(socialContextActions), socialProofKeyOpt).flatten
        }
      case _ => Future.value(Set.empty)
    }

  private def getPushStringGroupInputs(
    pushCandidate: PushCandidate
  ): Set[FI.PushStringGroup] =
    Set(
      FI.PushStringGroup(
        pushCandidate.getPushCopy.flatMap(_.pushStringGroup).map(_.toString).getOrElse("")
      ))

  private def getCRTInputs(
    pushCandidate: PushCandidate
  ): Set[FI.CommonRecommendationType] =
    Set(FI.CommonRecommendationType(pushCandidate.commonRecType))

  private def getFrigateNotification(
    pushCandidate: PushCandidate
  ): Set[FI.CandidateFrigateNotification] =
    Set(FI.CandidateFrigateNotification(pushCandidate.frigateNotification))

  private def getCopyId(
    pushCandidate: PushCandidate
  ): Set[FI.CopyId] =
    Set(FI.CopyId(pushCandidate.pushCopyId, pushCandidate.ntabCopyId))

  def build(candidate: PushCandidate): Future[HydrationContext] = {
    val socialContextInputsFut = getSocialContextInputs(candidate)
    socialContextInputsFut.map { socialContextInputs =>
      val featureInputs: Set[FeatureInput] =
        socialContextInputs ++
          getRecUserInputs(candidate) ++
          getRecTweetInputs(candidate) ++
          getEventInputs(candidate) ++
          getTopicInputs(candidate) ++
          getCRTInputs(candidate) ++
          getPushStringGroupInputs(candidate) ++
          getMediaInputs(candidate) ++
          getFrigateNotification(candidate) ++
          getCopyId(candidate)

      HydrationContext(
        candidate.target.targetId,
        featureInputs
      )
    }
  }

  def build(target: Target): Future[HydrationContext] = {
    val realGraphFeaturesFut = target.realGraphFeatures
    for {
      realGraphFeaturesOpt <- realGraphFeaturesFut
      dauProb <- PDauCohortUtil.getDauProb(target)
      mrUserStateOpt <- target.targetMrUserState
      historyInputOpt <-
        if (target.params(PushFeatureSwitchParams.EnableHydratingOnlineMRHistoryFeatures)) {
          target.onlineLabeledPushRecs.map { mrHistoryValueOpt =>
            mrHistoryValueOpt.map(FI.MrHistory)
          }
        } else Future.None
    } yield {
      val realGraphFeaturesInputOpt = realGraphFeaturesOpt.map { realGraphFeatures =>
        FI.TargetRealGraphFeatures(realGraphFeatures)
      }
      val dauProbInput = FI.DauProb(dauProb)
      val mrUserStateInput = FI.MrUserState(mrUserStateOpt.map(_.name).getOrElse("unknown"))
      HydrationContext(
        target.targetId,
        Seq(
          realGraphFeaturesInputOpt,
          historyInputOpt,
          Some(dauProbInput),
          Some(mrUserStateInput)
        ).flatten.toSet
      )
    }
  }
}